Credible answers for the questionnaire’s newest section.
AI governance and security for companies whose product is the model — model risk, data provenance, human oversight and the AI clauses now appearing in enterprise contracts.
Where this practice works in the System
What buyers probe
Enterprises are writing AI into procurement faster than vendors can answer.
Data provenance & rights
What trained the model, under what rights, and what happens to customer data at inference — now contract language, not curiosity.
Model risk & oversight
Evaluation, red-teaming, human-in-the-loop and rollback. Buyers ask for the process, then the evidence of it running.
Emerging frameworks
ISO/IEC 42001, NIST AI RMF and the EU AI Act are entering questionnaires. Early alignment is cheap; retrofit is not.
The practice at work
What the practice does.
Governance that engineering can live with — controls scoped to real model risk, not theater.
AI risk & use-case inventory
Every model and AI feature mapped to its risk class, data exposure and the buyer questions it will trigger.
Governance framework & policy
An operating AI governance structure — approval gates, evaluation standards, incident paths — sized to your org, not a bank’s.
Model security controls
Prompt-injection defense, output handling, access boundaries and monitoring for AI-specific failure modes.
Questionnaire & clause response
A standing answer set for the AI section — provenance statements, evaluation summaries, oversight evidence.
Need implementation, not just a score?
Enterprise Trust Accelerator
AI Governance Readiness configuration
The 12-week Accelerator can be configured around AI Governance Readiness to establish ownership, risk classification, policies, controls and evidence for one scoped primary objective.
Explore the Accelerator →Depending on scope, work may include
- AI use-case inventory
- AI ownership and accountability model
- AI risk classification
- AI governance framework and policy set
- AI control blueprint and human oversight
- Third-party AI and data-governance expectations
- Monitoring and escalation model
- AI assurance evidence and questionnaire foundation
“The AI section of their questionnaire was forty questions. We answered from the governance pack in an afternoon — including the two questions legal had been dreading.”
40+
AI questions in a typical 2026 enterprise questionnaire
ISO/IEC 42001
Alignment support available within scoped work
The AI section is only getting longer. Start answering it first.
Deployed through the System — Triage first, always free